{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f846d154",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting requests-html\n",
      "  Downloading requests_html-0.10.0-py3-none-any.whl (13 kB)\n",
      "Requirement already satisfied: requests in d:\\anaconda\\lib\\site-packages (from requests-html) (2.28.1)\n",
      "Collecting bs4\n",
      "  Downloading bs4-0.0.1.tar.gz (1.1 kB)\n",
      "  Preparing metadata (setup.py): started\n",
      "  Preparing metadata (setup.py): finished with status 'done'\n",
      "Collecting pyppeteer>=0.0.14\n",
      "  Downloading pyppeteer-1.0.2-py3-none-any.whl (83 kB)\n",
      "     --------------------------------------- 83.4/83.4 kB 63.3 kB/s eta 0:00:00\n",
      "Collecting parse\n",
      "  Downloading parse-1.19.0.tar.gz (30 kB)\n",
      "  Preparing metadata (setup.py): started\n",
      "  Preparing metadata (setup.py): finished with status 'done'\n",
      "Requirement already satisfied: w3lib in d:\\anaconda\\lib\\site-packages (from requests-html) (1.21.0)\n",
      "Collecting pyquery\n",
      "  Downloading pyquery-2.0.0-py3-none-any.whl (22 kB)\n",
      "Collecting fake-useragent\n",
      "  Downloading fake_useragent-1.1.3-py3-none-any.whl (50 kB)\n",
      "     ---------------------------------------- 50.5/50.5 kB 5.9 kB/s eta 0:00:00\n",
      "Requirement already satisfied: certifi>=2021 in d:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (2022.12.7)\n",
      "Requirement already satisfied: urllib3<2.0.0,>=1.25.8 in d:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.26.14)\n",
      "Requirement already satisfied: importlib-metadata>=1.4 in d:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.11.3)\n",
      "Collecting pyee<9.0.0,>=8.1.0\n",
      "  Downloading pyee-8.2.2-py2.py3-none-any.whl (12 kB)\n",
      "Collecting websockets<11.0,>=10.0\n",
      "  Downloading websockets-10.4-cp310-cp310-win_amd64.whl (101 kB)\n",
      "     -------------------------------------- 101.4/101.4 kB 7.2 kB/s eta 0:00:00\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.42.1 in d:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.64.1)\n",
      "Requirement already satisfied: appdirs<2.0.0,>=1.4.3 in d:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.4.4)\n",
      "Requirement already satisfied: beautifulsoup4 in d:\\anaconda\\lib\\site-packages (from bs4->requests-html) (4.11.1)\n",
      "Collecting cssselect>=1.2.0\n",
      "  Downloading cssselect-1.2.0-py2.py3-none-any.whl (18 kB)\n",
      "Requirement already satisfied: lxml>=2.1 in d:\\anaconda\\lib\\site-packages (from pyquery->requests-html) (4.9.1)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in d:\\anaconda\\lib\\site-packages (from requests->requests-html) (2.0.4)\n",
      "Requirement already satisfied: idna<4,>=2.5 in d:\\anaconda\\lib\\site-packages (from requests->requests-html) (3.4)\n",
      "Requirement already satisfied: six>=1.4.1 in d:\\anaconda\\lib\\site-packages (from w3lib->requests-html) (1.16.0)\n",
      "Requirement already satisfied: zipp>=0.5 in d:\\anaconda\\lib\\site-packages (from importlib-metadata>=1.4->pyppeteer>=0.0.14->requests-html) (3.11.0)\n",
      "Requirement already satisfied: colorama in d:\\anaconda\\lib\\site-packages (from tqdm<5.0.0,>=4.42.1->pyppeteer>=0.0.14->requests-html) (0.4.6)\n",
      "Requirement already satisfied: soupsieve>1.2 in d:\\anaconda\\lib\\site-packages (from beautifulsoup4->bs4->requests-html) (2.3.2.post1)\n",
      "Building wheels for collected packages: bs4, parse\n",
      "  Building wheel for bs4 (setup.py): started\n",
      "  Building wheel for bs4 (setup.py): finished with status 'done'\n",
      "  Created wheel for bs4: filename=bs4-0.0.1-py3-none-any.whl size=1264 sha256=2a894b0af41becd1e515004f0402aaeabfbf3ed47b92dde3c0fc9e2dde434e80\n",
      "  Stored in directory: c:\\users\\lenovo\\appdata\\local\\pip\\cache\\wheels\\e4\\62\\1d\\d4d1bc4f33350ff84227f89b258edb552d604138e3739f5c83\n",
      "  Building wheel for parse (setup.py): started\n",
      "  Building wheel for parse (setup.py): finished with status 'done'\n",
      "  Created wheel for parse: filename=parse-1.19.0-py3-none-any.whl size=24635 sha256=b6914f9d4dd89ecd557770a61e3330d0f9335d586fa78d8fb5dda44bc84dbf85\n",
      "  Stored in directory: c:\\users\\lenovo\\appdata\\local\\pip\\cache\\wheels\\03\\d9\\92\\db136347b5bcba7d271a3c042ce8c9c279e0ecd79173bb0a6e\n",
      "Successfully built bs4 parse\n",
      "Installing collected packages: pyee, parse, fake-useragent, websockets, cssselect, pyquery, pyppeteer, bs4, requests-html\n",
      "  Attempting uninstall: cssselect\n",
      "    Found existing installation: cssselect 1.1.0\n",
      "    Uninstalling cssselect-1.1.0:\n",
      "      Successfully uninstalled cssselect-1.1.0\n",
      "Successfully installed bs4-0.0.1 cssselect-1.2.0 fake-useragent-1.1.3 parse-1.19.0 pyee-8.2.2 pyppeteer-1.0.2 pyquery-2.0.0 requests-html-0.10.0 websockets-10.4\n"
     ]
    }
   ],
   "source": [
    "!pip install requests-html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "33c0a4b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3575dd05",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 1,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=daf7251f92024e8969feb28b0e9ad34c; __uuid=1584720302654.34; __s_bid=a26d8b9a8e1edb54411a7fc5d0d0e86b5c12; need_bind_tel=false; new_user=false; c_flag=fa43f4d55f3df63a96a7b4f194e214d4; gr_user_id=cc01cfe9-0ca1-4b46-932e-20f32cb1d137; bad1b2d9162fab1f80dde1897f7a2972_gr_last_sent_cs1=95507c72a8d5ae141a667e00ad0d9493; grwng_uid=3caba278-4f4d-421f-a620-8830838aaf88; bad1b2d9162fab1f80dde1897f7a2972_gr_cs1=95507c72a8d5ae141a667e00ad0d9493; __gc_id=618b12250eb34e66be1370cd7c1b9759; imClientId=c5f9b89f8466dffeb1921abcfab3aed0; imId=c5f9b89f8466dffe6882ca1e5431db9c; imClientId_0=c5f9b89f8466dffeb1921abcfab3aed0; imId_0=c5f9b89f8466dffe6882ca1e5431db9c; XSRF-TOKEN=0yc5jqIsRu-dHbG5DBHQJA; __tlog=1682055084362.65%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1680845196,1682055085; acw_tc=276077c516820550846285137e610835f2f6e96849de49fb72887d08ba5f33; _ga=GA1.1.2100928607.1682055085; UniqueKey=95507c72a8d5ae141a667e00ad0d9493; liepin_login_valid=0; lt_auth=vu5fM3QGxlzxtXfR3zQN4vociI39UWvIpX8EhE0Ahoe%2BCqG04PngSwOGq7EExAMhkElyJsULN7j8Ne37yHNM4koUwGqnl4CyvOW92GECSuVcN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3a679c7cc70efbf444e08u.png; user_name=%E8%AE%B8%E6%99%BA%E8%B6%85; inited_user=daf7251f92024e8969feb28b0e9ad34c; imApp_0=1; fe_im_socketSequence_new_0=3_3_3; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_95507c72a8d5ae141a667e00ad0d9493%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1682055084.1.1.1682055319.0.0.0; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1682055319',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b8af9565",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['供应链产品', '数据分析'], 'salary': '5-7k·13薪', 'dq': '广州-番禺区', 'pcOuterLink': '', 'h5OuterLink': '', 'jobKind': '2', 'refreshTime': '20230428092812', 'title': '产品经理助理', 'jobId': '57816811', 'topJob': False, 'link': 'https://www.liepin.com/job/1957816811.shtml', 'requireWorkYears': '1-3年', 'requireEduLevel': '大专', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=0'}, 'comp': {'compScale': '100-499人', 'compId': 9730786, 'compLogo': '6260c4f2d16c9b55d258a16501u.png', 'compName': '京邦集团', 'compIndustry': '电子/半导体/集成电路', 'link': 'https://www.liepin.com/company/9730786/'}, 'recruiter': {'imId': '5fdfb4259befbf07160bef405ccde8ba', 'imUserType': '2', 'chatted': False, 'recruiterName': '杜先生', 'recruiterTitle': '', 'recruiterId': 'c8d145acb0a3162c59941f318d428c38', 'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'}, 'dataInfo': '%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2257816811%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"userId\":\"c8d145acb0a3162c59941f318d428c38\",\"jobKind\":\"2\",\"imId\":\"5fdfb4259befbf07160bef405ccde8ba\",\"imUserType\":\"2\",\"jobId\":\"57816811\",\"recruiterName\":\"杜先生\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}'}, {'job': {'labels': ['临床试验', '临床项目管理', 'GCP认证', 'CE认证'], 'salary': '25-45k', 'dq': '广州', 'pcOuterLink': '', 'h5OuterLink': '', 'jobKind': '2', 'refreshTime': '20221024180150', 'title': '临床试验项目经理PM', 'jobId': '45175333', 'topJob': False, 'link': 'https://www.liepin.com/job/1945175333.shtml', 'requireWorkYears': '3-5年', 'requireEduLevel': '统招本科', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=1'}, 'comp': {'compScale': '1000-2000人', 'compId': 8014813, 'compLogo': '5f5af11af6d1ab584752271c08u.png', 'compName': '昆翎医药', 'compIndustry': '制药', 'link': 'https://www.liepin.com/company/8014813/'}, 'recruiter': {'imId': '4e9d98e158ba3d98966d2c65245014c5', 'imUserType': '2', 'chatted': False, 'recruiterName': '林女士', 'recruiterTitle': 'consultant', 'recruiterId': 'b7496ba1a2ad4a49540e81c097c2c00b', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'dataInfo': '%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245175333%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"userId\":\"b7496ba1a2ad4a49540e81c097c2c00b\",\"jobKind\":\"2\",\"imId\":\"4e9d98e158ba3d98966d2c65245014c5\",\"imUserType\":\"2\",\"jobId\":\"45175333\",\"recruiterName\":\"林女士\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'}, {'job': {'labels': ['axure', 'visio', 'powerpoint', 'word', 'Excel'], 'salary': '5-10k', 'dq': '广州', 'pcOuterLink': '', 'h5OuterLink': '', 'jobKind': '2', 'refreshTime': '20211125150437', 'title': '初级产品经理', 'jobId': '44331983', 'topJob': False, 'link': 'https://www.liepin.com/job/1944331983.shtml', 'requireWorkYears': '经验不限', 'requireEduLevel': '大专', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=2'}, 'comp': {'compScale': '50-99人', 'compId': 12931963, 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compName': '广州秒音科技有限公司', 'compIndustry': '培训服务', 'link': 'https://www.liepin.com/company/12931963/'}, 'recruiter': {'imId': '190ab81a74d5846c2e02023589153cdf', 'imUserType': '2', 'chatted': False, 'recruiterName': '霍女士', 'recruiterTitle': '人事', 'recruiterId': 'dfd86eaa710f7eb297d8d49512cabd0a', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'dataInfo': 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'%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2249318567%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"userId\":\"f1fd6c5c7f42fe50fead12fba1a626dd\",\"jobKind\":\"2\",\"imId\":\"c635e4c1c786b8c4e37b0b202b2adc1c\",\"imUserType\":\"2\",\"jobId\":\"49318567\",\"recruiterName\":\"郑女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'}, {'job': {'labels': ['中台产品', '平台产品'], 'salary': '26-30k', 'dq': '广州-海珠区', 'jobKind': '1', 'refreshTime': '20230423163057', 'title': '产品经理（客户中心)-国企正编', 'jobId': '45306653', 'topJob': False, 'link': 'https://www.liepin.com/a/45306653.shtml', 'requireWorkYears': '5-10年', 'requireEduLevel': '统招本科', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=39'}, 'comp': {'compScale': '100-499人', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某广州IT服务公司', 'compIndustry': 'IT服务', 'link': ''}, 'recruiter': {'imId': '84bda8083fce65928f669bb17ec3d8eb', 'imUserType': '2', 'chatted': False, 'recruiterName': '纪女士', 'recruiterTitle': '猎头顾问', 'recruiterId': '10f97c2455afd910fa874f00626b9602', 'recruiterPhoto': '642e8e49de25b83c3c8d509707u.png'}, 'dataInfo': '%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245306653%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"userId\":\"10f97c2455afd910fa874f00626b9602\",\"jobKind\":\"1\",\"imId\":\"84bda8083fce65928f669bb17ec3d8eb\",\"imUserType\":\"2\",\"jobId\":\"45306653\",\"recruiterName\":\"纪女士\",\"recruiterPhoto\":\"642e8e49de25b83c3c8d509707u.png\"}'}], 'compList': []}, 'passThroughData': {'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}, 'pagination': {'currentPage': 1, 'totalPage': 10, 'pageSize': 40, 'totalCounts': 801, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cb2caf88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>...</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"c8d145acb0a3162c59941f318d428c38\",\"...</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230428092812</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>...</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9730786/</td>\n",
       "      <td>5fdfb4259befbf07160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>杜先生</td>\n",
       "      <td></td>\n",
       "      <td>c8d145acb0a3162c59941f318d428c38</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"b7496ba1a2ad4a49540e81c097c2c00b\",\"...</td>\n",
       "      <td>[临床试验, 临床项目管理, GCP认证, CE认证]</td>\n",
       "      <td>25-45k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20221024180150</td>\n",
       "      <td>临床试验项目经理PM</td>\n",
       "      <td>...</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/8014813/</td>\n",
       "      <td>4e9d98e158ba3d98966d2c65245014c5</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>林女士</td>\n",
       "      <td>consultant</td>\n",
       "      <td>b7496ba1a2ad4a49540e81c097c2c00b</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"dfd86eaa710f7eb297d8d49512cabd0a\",\"...</td>\n",
       "      <td>[axure, visio, powerpoint, word, Excel]</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20211125150437</td>\n",
       "      <td>初级产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>https://www.liepin.com/company/12931963/</td>\n",
       "      <td>190ab81a74d5846c2e02023589153cdf</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>霍女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>dfd86eaa710f7eb297d8d49512cabd0a</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"7a5b05937023850a65b69a91a3e9c70d\",\"...</td>\n",
       "      <td>[包食宿, 五险一金, 晋升空间大, 零食下午茶]</td>\n",
       "      <td>7-13k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230302090806</td>\n",
       "      <td>助理产品经理—食品类</td>\n",
       "      <td>...</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>https://www.liepin.com/company/13103111/</td>\n",
       "      <td>de76dc572f39a56c3a8b4208b41a2597</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>张女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>7a5b05937023850a65b69a91a3e9c70d</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"12c821593cfaeee7d608f631ba7b365c\",\"...</td>\n",
       "      <td>[需求分析]</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230310103111</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td>35855ca4dea2dc09cc809655362a8e54</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>张女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>12c821593cfaeee7d608f631ba7b365c</td>\n",
       "      <td>6108aa0e759ac71c63de418a04u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"e904f45c3a8aed6407db9f3e7431f6a8\",\"...</td>\n",
       "      <td>[原型设计, 需求调研, 产品规划, 需求管理]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20221128165741</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/8638211/</td>\n",
       "      <td>1d06e180b0228fe8cc809655362a8e54</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>钟女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>e904f45c3a8aed6407db9f3e7431f6a8</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>创业板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"1590a7fa7a4c122cc9faa5f1f002919b\",\"...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>16-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20220919114809</td>\n",
       "      <td>助理产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/12568645/</td>\n",
       "      <td>529552300bc2bc6e160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>徐女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>1590a7fa7a4c122cc9faa5f1f002919b</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"5f7637977411b86467332ec93bce4deb\",\"...</td>\n",
       "      <td>[数据产品, 消费品, 食品饮料, 竞品分析, 需求调研, 产品规划, 市场调研, 用户研究...</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230427165337</td>\n",
       "      <td>产品经理（高级产品经理&amp;资深产品经理）</td>\n",
       "      <td>...</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>https://www.liepin.com/company/13103111/</td>\n",
       "      <td>6ab9ed693b6c1c9ef72c2cb241b5d2db</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>巢女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f7637977411b86467332ec93bce4deb</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"a3ba989ac5734611c54970ffa845eefa\",\"...</td>\n",
       "      <td>[计算机软件, to B, 原型设计, 需求分析, 产品设计, 建筑软件, 建筑信息化, 建...</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20220610154122</td>\n",
       "      <td>解决方案产品经理 (MJ013260)</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/693385/</td>\n",
       "      <td>ef8545a6e86a01268fa263ed17de85b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>韩女士</td>\n",
       "      <td>高级招聘专员</td>\n",
       "      <td>a3ba989ac5734611c54970ffa845eefa</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"eb3f01a32fe3a4efb1d6cdf5f43c46d1\",\"...</td>\n",
       "      <td>[SaaS产品, to B]</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230214193401</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td>494570eaac32e610e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>eb3f01a32fe3a4efb1d6cdf5f43c46d1</td>\n",
       "      <td>5fc9d345a77c85575911928607u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"01e026dfe310e9cc3687f04f06ef8dbb\",\"...</td>\n",
       "      <td>[工具产品, 平台产品, 产品设计, 产品规划, 需求分析, 用户研究, Axure, 团队管理]</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230426152820</td>\n",
       "      <td>智能机械软件产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/6785693/</td>\n",
       "      <td>58a7939625da4876f6f401036c821c1c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>乃女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>01e026dfe310e9cc3687f04f06ef8dbb</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"eda507c8cbe4c7560731a09a86761edc\",\"...</td>\n",
       "      <td>[数据产品, 硬件产品]</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20191231090134</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8955108/</td>\n",
       "      <td>93460f56b3f178bb9941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>田女士</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>eda507c8cbe4c7560731a09a86761edc</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"b45a783ef6004b8a790041e29c295f70\",\"...</td>\n",
       "      <td>[工具产品, 增长产品, to C]</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230106143630</td>\n",
       "      <td>产品经理（组长）</td>\n",
       "      <td>...</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>https://www.liepin.com/company/9886227/</td>\n",
       "      <td>28b0ec5de4d72c71aa6795a3148228ff</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>b45a783ef6004b8a790041e29c295f70</td>\n",
       "      <td>62eb17c74159a47d94f6a09104u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"ae9d2bd71f72b07d27bbf43c3caebf68\",\"...</td>\n",
       "      <td>[AI人工智能产品, 硬件产品, 人工智能, IT互联网, 硬件系统集成, 智能硬件, 产品...</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20201117050230</td>\n",
       "      <td>AI产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>https://www.liepin.com/company/8510313/</td>\n",
       "      <td>7139f803b14f342dd6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>梁女士</td>\n",
       "      <td>高级总监</td>\n",
       "      <td>ae9d2bd71f72b07d27bbf43c3caebf68</td>\n",
       "      <td>5a1f7a7e703287905956079b05a.jpg</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"7759c81f6b7455dfc03e95eb2e1c0c34\",\"...</td>\n",
       "      <td>[零售行业, 数字化, CRM, SCRM]</td>\n",
       "      <td>30-45k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230425083837</td>\n",
       "      <td>高级产品经理（CRM）</td>\n",
       "      <td>...</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td></td>\n",
       "      <td>314b455ac7f0589fb74cd2e3b8b7dbf6</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>何先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>7759c81f6b7455dfc03e95eb2e1c0c34</td>\n",
       "      <td>5e81a25837483e328d6b4acb01u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"5c8bfb4eac393c6170b4303312755fc2\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>28-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230413141917</td>\n",
       "      <td>医药高级产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td></td>\n",
       "      <td>0aad1667c5f575b88868111a467b66bb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>高女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5c8bfb4eac393c6170b4303312755fc2</td>\n",
       "      <td>62b917fafd62c54346e0081703u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"19c7e868788176ac418b574949a37e95\",\"...</td>\n",
       "      <td>[团队管理, 产品规划, 产品优化, 市场调研, 需求分析]</td>\n",
       "      <td>15-20k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230329124746</td>\n",
       "      <td>高级产品经理（心血管）</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td></td>\n",
       "      <td>2df4f75a3a35e5400504bb65d1d778f2</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>张女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>19c7e868788176ac418b574949a37e95</td>\n",
       "      <td>62e0979c08bee4201e5c8e8905u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"5c5a96c776e82dfe1e63805ea62138aa\",\"...</td>\n",
       "      <td>[团队管理, 产品规划, 产品优化, 市场调研, 需求分析]</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230410121650</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td></td>\n",
       "      <td>43c5c96f0ec1531399eeb040770b0b48</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>吴先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5c5a96c776e82dfe1e63805ea62138aa</td>\n",
       "      <td>600e7297448a1b6f7d390d8201u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"9ccbd98c4200aa058ba0d06d22640688\",\"...</td>\n",
       "      <td>[团队管理, 产品规划, 产品优化, 市场调研, 需求分析]</td>\n",
       "      <td>15-30k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230321173412</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td></td>\n",
       "      <td>34605b00a080b3ef9ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>翟先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>9ccbd98c4200aa058ba0d06d22640688</td>\n",
       "      <td>62183bf27baba65dd5bc963f07u.png</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"d7b79be010cfe33bf90c61e3cf1076af\",\"...</td>\n",
       "      <td>[CRM, 新零售, 电子商务]</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230403144713</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>工程施工</td>\n",
       "      <td>https://www.liepin.com/company/10016817/</td>\n",
       "      <td>2f7be11e9fdb7dad9ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>郑先生</td>\n",
       "      <td></td>\n",
       "      <td>d7b79be010cfe33bf90c61e3cf1076af</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"d7b79be010cfe33bf90c61e3cf1076af\",\"...</td>\n",
       "      <td>[CRM, 新零售, 电子商务]</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230403144629</td>\n",
       "      <td>CRM产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>工程施工</td>\n",
       "      <td>https://www.liepin.com/company/10016817/</td>\n",
       "      <td>2f7be11e9fdb7dad9ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>郑先生</td>\n",
       "      <td></td>\n",
       "      <td>d7b79be010cfe33bf90c61e3cf1076af</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"e09ee2a8ea68adcf7e560b67bbc66f71\",\"...</td>\n",
       "      <td>[汽车行业, 智能座舱, 车联网]</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230325222632</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/12518807/</td>\n",
       "      <td>f71bb255c500fb869d19d059892ca5e1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>毛先生</td>\n",
       "      <td>产品市场部门负责人</td>\n",
       "      <td>e09ee2a8ea68adcf7e560b67bbc66f71</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"3f165a98fe2bd8bb65cbf99d17e3ab3e\",\"...</td>\n",
       "      <td>[海外, 手游, 电商]</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20221111104746</td>\n",
       "      <td>资深产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>https://www.liepin.com/company/12454465/</td>\n",
       "      <td>38c3a95e68cbd430dd13b2a70973f04a</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>范先生</td>\n",
       "      <td>hrbp</td>\n",
       "      <td>3f165a98fe2bd8bb65cbf99d17e3ab3e</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"e337dbb1513a599a17e8728a9095f3f2\",\"...</td>\n",
       "      <td>[金融产品, to B, to C]</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230411085415</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>31c9566b499960f3f19be04c8fd8e210</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>李先生</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>e337dbb1513a599a17e8728a9095f3f2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"957da5d54f0e05cf25285db46809d2f1\",\"...</td>\n",
       "      <td>[金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230406115341</td>\n",
       "      <td>数字化产品经理岗</td>\n",
       "      <td>...</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/8136395/</td>\n",
       "      <td>4acca2cffc6204f40e33f8ac54fbf39e</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>方女士</td>\n",
       "      <td>高级人力资源经理</td>\n",
       "      <td>957da5d54f0e05cf25285db46809d2f1</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"f087bef9141274bc062c77dccdf71008\",\"...</td>\n",
       "      <td>[CRM产品, to B, 需求分析, 用户研究, 市场调研, 竞品分析, 消费品, 化妆品...</td>\n",
       "      <td>25-50k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230421103743</td>\n",
       "      <td>B端产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>消费品</td>\n",
       "      <td></td>\n",
       "      <td>16b478c56b854de503c3833c24d21b54</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>黄先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>f087bef9141274bc062c77dccdf71008</td>\n",
       "      <td>5f8fa3a8ea60860b75385c7208u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"875ec2c317791511ec2f324f0d91531a\",\"...</td>\n",
       "      <td>[工具产品, 产品设计, 需求调研, 市场调研, Axure]</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230331094602</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/13181035/</td>\n",
       "      <td>07e5cad14c4c4814ae346a0da086e4d3</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>潘女士</td>\n",
       "      <td>招聘</td>\n",
       "      <td>875ec2c317791511ec2f324f0d91531a</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"954c5968d2fb21b5e680da2e30181a15\",\"...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>40-70k</td>\n",
       "      <td>广州</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230418162645</td>\n",
       "      <td>金融科技产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td></td>\n",
       "      <td>455fe9bee1e6010286273d579bc2a4d6</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>周先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>954c5968d2fb21b5e680da2e30181a15</td>\n",
       "      <td>62821ecfeda5af0f27fb6bd301u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"1fcc7ed72e3b72292e48c8cc9ac1ae51\",\"...</td>\n",
       "      <td>[固定收益, 固收系统]</td>\n",
       "      <td>30-50k·20薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230428095323</td>\n",
       "      <td>固收条线金融科技产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td></td>\n",
       "      <td>d79a00f8f6ab328f6042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>1fcc7ed72e3b72292e48c8cc9ac1ae51</td>\n",
       "      <td>60fa4ef147b4cc0789c987b808u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"0550448bc57129e0065e2cede573bc20\",\"...</td>\n",
       "      <td>[数据产品, 计算机软件, IT互联网, 化学化工, 教育行业, 用户研究, 产品设计, 产...</td>\n",
       "      <td>25-50k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230427103937</td>\n",
       "      <td>软件产品经理（实验实训）</td>\n",
       "      <td>...</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "      <td>715b474446a8e8b603c3833c24d21b54</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>邓女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>0550448bc57129e0065e2cede573bc20</td>\n",
       "      <td>62d4b50f8604e32a3078ec5a02u.png</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"10f97c2455afd910fa874f00626b9602\",\"...</td>\n",
       "      <td>[中台产品, 平台产品, 供应链产品, 产品优化, 产品设计]</td>\n",
       "      <td>26-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230423163057</td>\n",
       "      <td>产品经理（库存中心）-国企正编</td>\n",
       "      <td>...</td>\n",
       "      <td>IT服务</td>\n",
       "      <td></td>\n",
       "      <td>84bda8083fce65928f669bb17ec3d8eb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>纪女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>10f97c2455afd910fa874f00626b9602</td>\n",
       "      <td>642e8e49de25b83c3c8d509707u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"447192a1f8361cbbaeca9d0effc98617\",\"...</td>\n",
       "      <td>[供应链产品, 数据产品, 定价/竞价产品, IT互联网, 产品设计, 产品规划, 原型设计...</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230417183819</td>\n",
       "      <td>产品经理（业务平台方向）</td>\n",
       "      <td>...</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/9249822/</td>\n",
       "      <td>7cba8b6b91d0fa259427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王先生</td>\n",
       "      <td>人力行政经理</td>\n",
       "      <td>447192a1f8361cbbaeca9d0effc98617</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"6a640f1ee733f50362c9c303e393b9df\",\"...</td>\n",
       "      <td>[交易产品, 工具产品, 金融产品, 数据产品, 金融行业, 需求分析, 产品规划, 产品设...</td>\n",
       "      <td>30-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20220413101034</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>99c9294d84c822201806a0cca0964ad2</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>邓先生</td>\n",
       "      <td>助理总监</td>\n",
       "      <td>6a640f1ee733f50362c9c303e393b9df</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"4633a0e5f0ebbd2431439e30c70c5a48\",\"...</td>\n",
       "      <td>[游戏]</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230418144859</td>\n",
       "      <td>高级项目管理PM（游戏研发）-正编</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td>1c20306d18a25c500918cd9efff1e181</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>谢先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>4633a0e5f0ebbd2431439e30c70c5a48</td>\n",
       "      <td>5f8fa3a6f6d1ab58476f322808u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"405bfa6de54e260948d480b8c16566fc\",\"...</td>\n",
       "      <td>[交易产品, 金融产品, 工具产品, 金融行业, 需求分析, 产品规划, 产品设计, 数据分...</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230418000807</td>\n",
       "      <td>IT产品经理岗（资产托管方向）</td>\n",
       "      <td>...</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>db25c176f14e2e290f287de485347e8a</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>405bfa6de54e260948d480b8c16566fc</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"...</td>\n",
       "      <td>[证券业, 金融行业, 数据产品, 中台产品, to B, 产品规划, 需求分析, 用户研究...</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230320152604</td>\n",
       "      <td>研究所数字化产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>1c9b135d99b67a4355a0b6511a508218</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>杨先生</td>\n",
       "      <td>产品总监</td>\n",
       "      <td>c0e374fde64faf9fd285fc3f92448b7c</td>\n",
       "      <td>62df69adaa0cc2454789187401u.png</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"eeb461b61aa8efefc2871738b2a018b8\",\"...</td>\n",
       "      <td>[供应链产品, 产品设计, 需求分析, 用户研究, 产品优化, 流程设计, 交互设计, 数据...</td>\n",
       "      <td>16-25k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230412105004</td>\n",
       "      <td>CRM产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/170110/</td>\n",
       "      <td>26287541b217d9a2ad8732728d6065d6</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>eeb461b61aa8efefc2871738b2a018b8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>创业板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"6a38f9f262e1c6a84f66206ef8578fe5\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230316162252</td>\n",
       "      <td>区域产品经理/专员</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/9876495/</td>\n",
       "      <td>c4fe34c94b6193594036597854bcf58c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>奚先生</td>\n",
       "      <td></td>\n",
       "      <td>6a38f9f262e1c6a84f66206ef8578fe5</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>科创板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"f1fd6c5c7f42fe50fead12fba1a626dd\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>10-20k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230428105435</td>\n",
       "      <td>产品经理（医药）</td>\n",
       "      <td>...</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/8770675/</td>\n",
       "      <td>c635e4c1c786b8c4e37b0b202b2adc1c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>f1fd6c5c7f42fe50fead12fba1a626dd</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"10f97c2455afd910fa874f00626b9602\",\"...</td>\n",
       "      <td>[中台产品, 平台产品]</td>\n",
       "      <td>26-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230423163057</td>\n",
       "      <td>产品经理（客户中心)-国企正编</td>\n",
       "      <td>...</td>\n",
       "      <td>IT服务</td>\n",
       "      <td></td>\n",
       "      <td>84bda8083fce65928f669bb17ec3d8eb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>纪女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>10f97c2455afd910fa874f00626b9602</td>\n",
       "      <td>642e8e49de25b83c3c8d509707u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "1   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "2   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "3   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "4   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "5   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "6   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "7   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "8   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "9   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "10  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "11  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "12  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "13  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "14  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "15  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "16  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "17  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "18  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "19  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "20  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "21  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "22  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "23  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "24  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "25  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "26  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "27  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "28  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "29  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "30  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "31  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "32  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "33  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "34  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "35  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "36  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "37  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "38  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "39  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"userId\":\"c8d145acb0a3162c59941f318d428c38\",\"...   \n",
       "1   {\"userId\":\"b7496ba1a2ad4a49540e81c097c2c00b\",\"...   \n",
       "2   {\"userId\":\"dfd86eaa710f7eb297d8d49512cabd0a\",\"...   \n",
       "3   {\"userId\":\"7a5b05937023850a65b69a91a3e9c70d\",\"...   \n",
       "4   {\"userId\":\"12c821593cfaeee7d608f631ba7b365c\",\"...   \n",
       "5   {\"userId\":\"e904f45c3a8aed6407db9f3e7431f6a8\",\"...   \n",
       "6   {\"userId\":\"1590a7fa7a4c122cc9faa5f1f002919b\",\"...   \n",
       "7   {\"userId\":\"5f7637977411b86467332ec93bce4deb\",\"...   \n",
       "8   {\"userId\":\"a3ba989ac5734611c54970ffa845eefa\",\"...   \n",
       "9   {\"userId\":\"eb3f01a32fe3a4efb1d6cdf5f43c46d1\",\"...   \n",
       "10  {\"userId\":\"01e026dfe310e9cc3687f04f06ef8dbb\",\"...   \n",
       "11  {\"userId\":\"eda507c8cbe4c7560731a09a86761edc\",\"...   \n",
       "12  {\"userId\":\"b45a783ef6004b8a790041e29c295f70\",\"...   \n",
       "13  {\"userId\":\"ae9d2bd71f72b07d27bbf43c3caebf68\",\"...   \n",
       "14  {\"userId\":\"7759c81f6b7455dfc03e95eb2e1c0c34\",\"...   \n",
       "15  {\"userId\":\"5c8bfb4eac393c6170b4303312755fc2\",\"...   \n",
       "16  {\"userId\":\"19c7e868788176ac418b574949a37e95\",\"...   \n",
       "17  {\"userId\":\"5c5a96c776e82dfe1e63805ea62138aa\",\"...   \n",
       "18  {\"userId\":\"9ccbd98c4200aa058ba0d06d22640688\",\"...   \n",
       "19  {\"userId\":\"d7b79be010cfe33bf90c61e3cf1076af\",\"...   \n",
       "20  {\"userId\":\"d7b79be010cfe33bf90c61e3cf1076af\",\"...   \n",
       "21  {\"userId\":\"e09ee2a8ea68adcf7e560b67bbc66f71\",\"...   \n",
       "22  {\"userId\":\"3f165a98fe2bd8bb65cbf99d17e3ab3e\",\"...   \n",
       "23  {\"userId\":\"e337dbb1513a599a17e8728a9095f3f2\",\"...   \n",
       "24  {\"userId\":\"957da5d54f0e05cf25285db46809d2f1\",\"...   \n",
       "25  {\"userId\":\"f087bef9141274bc062c77dccdf71008\",\"...   \n",
       "26  {\"userId\":\"875ec2c317791511ec2f324f0d91531a\",\"...   \n",
       "27  {\"userId\":\"954c5968d2fb21b5e680da2e30181a15\",\"...   \n",
       "28  {\"userId\":\"1fcc7ed72e3b72292e48c8cc9ac1ae51\",\"...   \n",
       "29  {\"userId\":\"0550448bc57129e0065e2cede573bc20\",\"...   \n",
       "30  {\"userId\":\"10f97c2455afd910fa874f00626b9602\",\"...   \n",
       "31  {\"userId\":\"447192a1f8361cbbaeca9d0effc98617\",\"...   \n",
       "32  {\"userId\":\"6a640f1ee733f50362c9c303e393b9df\",\"...   \n",
       "33  {\"userId\":\"4633a0e5f0ebbd2431439e30c70c5a48\",\"...   \n",
       "34  {\"userId\":\"405bfa6de54e260948d480b8c16566fc\",\"...   \n",
       "35  {\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"...   \n",
       "36  {\"userId\":\"eeb461b61aa8efefc2871738b2a018b8\",\"...   \n",
       "37  {\"userId\":\"6a38f9f262e1c6a84f66206ef8578fe5\",\"...   \n",
       "38  {\"userId\":\"f1fd6c5c7f42fe50fead12fba1a626dd\",\"...   \n",
       "39  {\"userId\":\"10f97c2455afd910fa874f00626b9602\",\"...   \n",
       "\n",
       "                                           job.labels  job.salary  job.dq  \\\n",
       "0                                       [供应链产品, 数据分析]    5-7k·13薪  广州-番禺区   \n",
       "1                         [临床试验, 临床项目管理, GCP认证, CE认证]      25-45k      广州   \n",
       "2             [axure, visio, powerpoint, word, Excel]       5-10k      广州   \n",
       "3                           [包食宿, 五险一金, 晋升空间大, 零食下午茶]       7-13k  广州-南沙区   \n",
       "4                                              [需求分析]  20-40k·13薪      广州   \n",
       "5                            [原型设计, 需求调研, 产品规划, 需求管理]      15-25k  广州-天河区   \n",
       "6                                              [数据分析]      16-20k      广州   \n",
       "7   [数据产品, 消费品, 食品饮料, 竞品分析, 需求调研, 产品规划, 市场调研, 用户研究...      15-30k  广州-南沙区   \n",
       "8   [计算机软件, to B, 原型设计, 需求分析, 产品设计, 建筑软件, 建筑信息化, 建...  18-25k·14薪  广州-白云区   \n",
       "9                                      [SaaS产品, to B]      20-25k      广州   \n",
       "10  [工具产品, 平台产品, 产品设计, 产品规划, 需求分析, 用户研究, Axure, 团队管理]      15-20k      广州   \n",
       "11                                       [数据产品, 硬件产品]  15-30k·13薪      广州   \n",
       "12                                 [工具产品, 增长产品, to C]      25-30k  广州-天河区   \n",
       "13  [AI人工智能产品, 硬件产品, 人工智能, IT互联网, 硬件系统集成, 智能硬件, 产品...      20-30k      广州   \n",
       "14                             [零售行业, 数字化, CRM, SCRM]  30-45k·14薪      广州   \n",
       "15                                                 []      28-35k      广州   \n",
       "16                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]  15-20k·13薪      广州   \n",
       "17                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]      20-40k      广州   \n",
       "18                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]  15-30k·16薪      广州   \n",
       "19                                   [CRM, 新零售, 电子商务]  20-25k·13薪  广州-天河区   \n",
       "20                                   [CRM, 新零售, 电子商务]  20-25k·13薪  广州-天河区   \n",
       "21                                  [汽车行业, 智能座舱, 车联网]  15-25k·15薪  广州-海珠区   \n",
       "22                                       [海外, 手游, 电商]      20-40k  广州-天河区   \n",
       "23                                 [金融产品, to B, to C]      20-35k  广州-天河区   \n",
       "24              [金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]      20-40k  广州-天河区   \n",
       "25  [CRM产品, to B, 需求分析, 用户研究, 市场调研, 竞品分析, 消费品, 化妆品...      25-50k  广州-天河区   \n",
       "26                    [工具产品, 产品设计, 需求调研, 市场调研, Axure]  12-20k·13薪  广州-天河区   \n",
       "27                                             [金融产品]      40-70k      广州   \n",
       "28                                       [固定收益, 固收系统]  30-50k·20薪      广州   \n",
       "29  [数据产品, 计算机软件, IT互联网, 化学化工, 教育行业, 用户研究, 产品设计, 产...  25-50k·13薪  广州-黄埔区   \n",
       "30                    [中台产品, 平台产品, 供应链产品, 产品优化, 产品设计]      26-30k  广州-海珠区   \n",
       "31  [供应链产品, 数据产品, 定价/竞价产品, IT互联网, 产品设计, 产品规划, 原型设计...      20-35k  广州-越秀区   \n",
       "32  [交易产品, 工具产品, 金融产品, 数据产品, 金融行业, 需求分析, 产品规划, 产品设...      30-40k      广州   \n",
       "33                                               [游戏]  20-35k·16薪  广州-天河区   \n",
       "34  [交易产品, 金融产品, 工具产品, 金融行业, 需求分析, 产品规划, 产品设计, 数据分...  20-40k·15薪      广州   \n",
       "35  [证券业, 金融行业, 数据产品, 中台产品, to B, 产品规划, 需求分析, 用户研究...      25-35k  广州-天河区   \n",
       "36  [供应链产品, 产品设计, 需求分析, 用户研究, 产品优化, 流程设计, 交互设计, 数据...  16-25k·13薪      广州   \n",
       "37                                                 []      12-20k  广州-白云区   \n",
       "38                                                 []  10-20k·13薪  广州-天河区   \n",
       "39                                       [中台产品, 平台产品]      26-30k  广州-海珠区   \n",
       "\n",
       "   job.pcOuterLink job.h5OuterLink job.jobKind job.refreshTime  \\\n",
       "0                                            2  20230428092812   \n",
       "1                                            2  20221024180150   \n",
       "2                                            2  20211125150437   \n",
       "3                                            2  20230302090806   \n",
       "4              NaN             NaN           1  20230310103111   \n",
       "5                                            2  20221128165741   \n",
       "6                                            2  20220919114809   \n",
       "7                                            2  20230427165337   \n",
       "8                                            2  20220610154122   \n",
       "9              NaN             NaN           1  20230214193401   \n",
       "10                                           2  20230426152820   \n",
       "11                                           2  20191231090134   \n",
       "12                                           2  20230106143630   \n",
       "13                                           2  20201117050230   \n",
       "14             NaN             NaN           1  20230425083837   \n",
       "15             NaN             NaN           1  20230413141917   \n",
       "16             NaN             NaN           1  20230329124746   \n",
       "17             NaN             NaN           1  20230410121650   \n",
       "18             NaN             NaN           1  20230321173412   \n",
       "19                                           2  20230403144713   \n",
       "20                                           2  20230403144629   \n",
       "21                                           2  20230325222632   \n",
       "22                                           2  20221111104746   \n",
       "23                                           2  20230411085415   \n",
       "24                                           2  20230406115341   \n",
       "25             NaN             NaN           1  20230421103743   \n",
       "26                                           2  20230331094602   \n",
       "27             NaN             NaN           1  20230418162645   \n",
       "28             NaN             NaN           1  20230428095323   \n",
       "29             NaN             NaN           1  20230427103937   \n",
       "30             NaN             NaN           1  20230423163057   \n",
       "31                                           2  20230417183819   \n",
       "32                                           2  20220413101034   \n",
       "33             NaN             NaN           1  20230418144859   \n",
       "34                                           2  20230418000807   \n",
       "35                                           2  20230320152604   \n",
       "36                                           2  20230412105004   \n",
       "37                                           2  20230316162252   \n",
       "38                                           2  20230428105435   \n",
       "39             NaN             NaN           1  20230423163057   \n",
       "\n",
       "              job.title  ... comp.compIndustry  \\\n",
       "0                产品经理助理  ...       电子/半导体/集成电路   \n",
       "1            临床试验项目经理PM  ...                制药   \n",
       "2                初级产品经理  ...              培训服务   \n",
       "3            助理产品经理—食品类  ...          食品/饮料/酒水   \n",
       "4                  产品经理  ...               互联网   \n",
       "5                  产品经理  ...              IT服务   \n",
       "6                助理产品经理  ...                制药   \n",
       "7   产品经理（高级产品经理&资深产品经理）  ...          食品/饮料/酒水   \n",
       "8   解决方案产品经理 (MJ013260)  ...               互联网   \n",
       "9                  产品经理  ...               互联网   \n",
       "10           智能机械软件产品经理  ...       电子/半导体/集成电路   \n",
       "11                 产品经理  ...               互联网   \n",
       "12             产品经理（组长）  ...              电子商务   \n",
       "13               AI产品经理  ...              智能硬件   \n",
       "14          高级产品经理（CRM）  ...            专业技术服务   \n",
       "15             医药高级产品经理  ...              医疗器械   \n",
       "16          高级产品经理（心血管）  ...              医疗器械   \n",
       "17                 产品经理  ...              医疗器械   \n",
       "18                 产品经理  ...              医疗器械   \n",
       "19               高级产品经理  ...              工程施工   \n",
       "20              CRM产品经理  ...              工程施工   \n",
       "21                 产品经理  ...              人工智能   \n",
       "22               资深产品经理  ...          广告/公关/会展   \n",
       "23               高级产品经理  ...          基金/证券/期货   \n",
       "24             数字化产品经理岗  ...          基金/证券/期货   \n",
       "25               B端产品经理  ...               消费品   \n",
       "26                 产品经理  ...             计算机软件   \n",
       "27             金融科技产品经理  ...          基金/证券/期货   \n",
       "28         固收条线金融科技产品经理  ...          基金/证券/期货   \n",
       "29         软件产品经理（实验实训）  ...             计算机软件   \n",
       "30      产品经理（库存中心）-国企正编  ...              IT服务   \n",
       "31         产品经理（业务平台方向）  ...            专业技术服务   \n",
       "32                 产品经理  ...          基金/证券/期货   \n",
       "33    高级项目管理PM（游戏研发）-正编  ...               互联网   \n",
       "34      IT产品经理岗（资产托管方向）  ...          基金/证券/期货   \n",
       "35           研究所数字化产品经理  ...          基金/证券/期货   \n",
       "36              CRM产品经理  ...             计算机软件   \n",
       "37            区域产品经理/专员  ...              医疗器械   \n",
       "38             产品经理（医药）  ...                制药   \n",
       "39      产品经理（客户中心)-国企正编  ...              IT服务   \n",
       "\n",
       "                                   comp.link  \\\n",
       "0    https://www.liepin.com/company/9730786/   \n",
       "1    https://www.liepin.com/company/8014813/   \n",
       "2   https://www.liepin.com/company/12931963/   \n",
       "3   https://www.liepin.com/company/13103111/   \n",
       "4                                              \n",
       "5    https://www.liepin.com/company/8638211/   \n",
       "6   https://www.liepin.com/company/12568645/   \n",
       "7   https://www.liepin.com/company/13103111/   \n",
       "8     https://www.liepin.com/company/693385/   \n",
       "9                                              \n",
       "10   https://www.liepin.com/company/6785693/   \n",
       "11   https://www.liepin.com/company/8955108/   \n",
       "12   https://www.liepin.com/company/9886227/   \n",
       "13   https://www.liepin.com/company/8510313/   \n",
       "14                                             \n",
       "15                                             \n",
       "16                                             \n",
       "17                                             \n",
       "18                                             \n",
       "19  https://www.liepin.com/company/10016817/   \n",
       "20  https://www.liepin.com/company/10016817/   \n",
       "21  https://www.liepin.com/company/12518807/   \n",
       "22  https://www.liepin.com/company/12454465/   \n",
       "23   https://www.liepin.com/company/1421537/   \n",
       "24   https://www.liepin.com/company/8136395/   \n",
       "25                                             \n",
       "26  https://www.liepin.com/company/13181035/   \n",
       "27                                             \n",
       "28                                             \n",
       "29                                             \n",
       "30                                             \n",
       "31   https://www.liepin.com/company/9249822/   \n",
       "32   https://www.liepin.com/company/1421537/   \n",
       "33                                             \n",
       "34   https://www.liepin.com/company/1421537/   \n",
       "35   https://www.liepin.com/company/1421537/   \n",
       "36    https://www.liepin.com/company/170110/   \n",
       "37   https://www.liepin.com/company/9876495/   \n",
       "38   https://www.liepin.com/company/8770675/   \n",
       "39                                             \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType recruiter.chatted  \\\n",
       "0   5fdfb4259befbf07160bef405ccde8ba                    2             False   \n",
       "1   4e9d98e158ba3d98966d2c65245014c5                    2             False   \n",
       "2   190ab81a74d5846c2e02023589153cdf                    2             False   \n",
       "3   de76dc572f39a56c3a8b4208b41a2597                    2             False   \n",
       "4   35855ca4dea2dc09cc809655362a8e54                    2             False   \n",
       "5   1d06e180b0228fe8cc809655362a8e54                    2             False   \n",
       "6   529552300bc2bc6e160bef405ccde8ba                    2             False   \n",
       "7   6ab9ed693b6c1c9ef72c2cb241b5d2db                    2             False   \n",
       "8   ef8545a6e86a01268fa263ed17de85b1                    2             False   \n",
       "9   494570eaac32e610e4cd5c055e1e05ce                    2             False   \n",
       "10  58a7939625da4876f6f401036c821c1c                    2             False   \n",
       "11  93460f56b3f178bb9941166e65ebdb6f                    2             False   \n",
       "12  28b0ec5de4d72c71aa6795a3148228ff                    2             False   \n",
       "13  7139f803b14f342dd6a9d1214a39013b                    2             False   \n",
       "14  314b455ac7f0589fb74cd2e3b8b7dbf6                    2             False   \n",
       "15  0aad1667c5f575b88868111a467b66bb                    2             False   \n",
       "16  2df4f75a3a35e5400504bb65d1d778f2                    2             False   \n",
       "17  43c5c96f0ec1531399eeb040770b0b48                    2             False   \n",
       "18  34605b00a080b3ef9ccf3dc45f6d7696                    2             False   \n",
       "19  2f7be11e9fdb7dad9ccf3dc45f6d7696                    2             False   \n",
       "20  2f7be11e9fdb7dad9ccf3dc45f6d7696                    2             False   \n",
       "21  f71bb255c500fb869d19d059892ca5e1                    2             False   \n",
       "22  38c3a95e68cbd430dd13b2a70973f04a                    2             False   \n",
       "23  31c9566b499960f3f19be04c8fd8e210                    2             False   \n",
       "24  4acca2cffc6204f40e33f8ac54fbf39e                    2             False   \n",
       "25  16b478c56b854de503c3833c24d21b54                    2             False   \n",
       "26  07e5cad14c4c4814ae346a0da086e4d3                    2             False   \n",
       "27  455fe9bee1e6010286273d579bc2a4d6                    2             False   \n",
       "28  d79a00f8f6ab328f6042c177f0a1d2b1                    2             False   \n",
       "29  715b474446a8e8b603c3833c24d21b54                    2             False   \n",
       "30  84bda8083fce65928f669bb17ec3d8eb                    2             False   \n",
       "31  7cba8b6b91d0fa259427b88c78d2ff1f                    2             False   \n",
       "32  99c9294d84c822201806a0cca0964ad2                    2             False   \n",
       "33  1c20306d18a25c500918cd9efff1e181                    2             False   \n",
       "34  db25c176f14e2e290f287de485347e8a                    2             False   \n",
       "35  1c9b135d99b67a4355a0b6511a508218                    2             False   \n",
       "36  26287541b217d9a2ad8732728d6065d6                    2             False   \n",
       "37  c4fe34c94b6193594036597854bcf58c                    2             False   \n",
       "38  c635e4c1c786b8c4e37b0b202b2adc1c                    2             False   \n",
       "39  84bda8083fce65928f669bb17ec3d8eb                    2             False   \n",
       "\n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       "0                       杜先生                            \n",
       "1                       林女士               consultant   \n",
       "2                       霍女士                       人事   \n",
       "3                       张女士                     HRBP   \n",
       "4                       张女士                     猎头顾问   \n",
       "5                       钟女士                       HR   \n",
       "6                       徐女士                     招聘经理   \n",
       "7                       巢女士                       HR   \n",
       "8                       韩女士                   高级招聘专员   \n",
       "9                       陈女士                     猎头顾问   \n",
       "10                      乃女士                     招聘主管   \n",
       "11                      田女士                  互联网产品经理   \n",
       "12                      孙女士                     招聘经理   \n",
       "13                      梁女士                     高级总监   \n",
       "14                      何先生                     猎头顾问   \n",
       "15                      高女士                     猎头顾问   \n",
       "16                      张女士                     猎头顾问   \n",
       "17                      吴先生                     猎头顾问   \n",
       "18                      翟先生                     猎头顾问   \n",
       "19                      郑先生                            \n",
       "20                      郑先生                            \n",
       "21                      毛先生                产品市场部门负责人   \n",
       "22                      范先生                     hrbp   \n",
       "23                      李先生                     产品经理   \n",
       "24                      方女士                 高级人力资源经理   \n",
       "25                      黄先生                     猎头顾问   \n",
       "26                      潘女士                       招聘   \n",
       "27                      周先生                     猎头顾问   \n",
       "28                      刘先生                     猎头顾问   \n",
       "29                      邓女士                     猎头顾问   \n",
       "30                      纪女士                     猎头顾问   \n",
       "31                      王先生                   人力行政经理   \n",
       "32                      邓先生                     助理总监   \n",
       "33                      谢先生                     猎头顾问   \n",
       "34                      王先生                       HR   \n",
       "35                      杨先生                     产品总监   \n",
       "36                      陈女士                     招聘专员   \n",
       "37                      奚先生                            \n",
       "38                      郑女士                   人力资源经理   \n",
       "39                      纪女士                     猎头顾问   \n",
       "\n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       "0   c8d145acb0a3162c59941f318d428c38  5f8f986aea60860b75384fab08u.jpg   \n",
       "1   b7496ba1a2ad4a49540e81c097c2c00b  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "2   dfd86eaa710f7eb297d8d49512cabd0a  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "3   7a5b05937023850a65b69a91a3e9c70d  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "4   12c821593cfaeee7d608f631ba7b365c  6108aa0e759ac71c63de418a04u.jpg   \n",
       "5   e904f45c3a8aed6407db9f3e7431f6a8  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "6   1590a7fa7a4c122cc9faa5f1f002919b  5f8f9865ea60860b75384fa508u.jpg   \n",
       "7   5f7637977411b86467332ec93bce4deb  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "8   a3ba989ac5734611c54970ffa845eefa  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "9   eb3f01a32fe3a4efb1d6cdf5f43c46d1  5fc9d345a77c85575911928607u.png   \n",
       "10  01e026dfe310e9cc3687f04f06ef8dbb  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "11  eda507c8cbe4c7560731a09a86761edc  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "12  b45a783ef6004b8a790041e29c295f70  62eb17c74159a47d94f6a09104u.png   \n",
       "13  ae9d2bd71f72b07d27bbf43c3caebf68  5a1f7a7e703287905956079b05a.jpg   \n",
       "14  7759c81f6b7455dfc03e95eb2e1c0c34  5e81a25837483e328d6b4acb01u.jpg   \n",
       "15  5c8bfb4eac393c6170b4303312755fc2  62b917fafd62c54346e0081703u.jpg   \n",
       "16  19c7e868788176ac418b574949a37e95  62e0979c08bee4201e5c8e8905u.jpg   \n",
       "17  5c5a96c776e82dfe1e63805ea62138aa  600e7297448a1b6f7d390d8201u.jpg   \n",
       "18  9ccbd98c4200aa058ba0d06d22640688  62183bf27baba65dd5bc963f07u.png   \n",
       "19  d7b79be010cfe33bf90c61e3cf1076af  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "20  d7b79be010cfe33bf90c61e3cf1076af  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "21  e09ee2a8ea68adcf7e560b67bbc66f71  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "22  3f165a98fe2bd8bb65cbf99d17e3ab3e  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "23  e337dbb1513a599a17e8728a9095f3f2  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "24  957da5d54f0e05cf25285db46809d2f1  5f8f9865ea60860b75384fa508u.jpg   \n",
       "25  f087bef9141274bc062c77dccdf71008  5f8fa3a8ea60860b75385c7208u.png   \n",
       "26  875ec2c317791511ec2f324f0d91531a  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "27  954c5968d2fb21b5e680da2e30181a15  62821ecfeda5af0f27fb6bd301u.jpg   \n",
       "28  1fcc7ed72e3b72292e48c8cc9ac1ae51  60fa4ef147b4cc0789c987b808u.jpg   \n",
       "29  0550448bc57129e0065e2cede573bc20  62d4b50f8604e32a3078ec5a02u.png   \n",
       "30  10f97c2455afd910fa874f00626b9602  642e8e49de25b83c3c8d509707u.png   \n",
       "31  447192a1f8361cbbaeca9d0effc98617  5f8f98698dbe6273dcf8516008u.jpg   \n",
       "32  6a640f1ee733f50362c9c303e393b9df  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "33  4633a0e5f0ebbd2431439e30c70c5a48  5f8fa3a6f6d1ab58476f322808u.png   \n",
       "34  405bfa6de54e260948d480b8c16566fc  5f8f98698dbe6273dcf8516008u.jpg   \n",
       "35  c0e374fde64faf9fd285fc3f92448b7c  62df69adaa0cc2454789187401u.png   \n",
       "36  eeb461b61aa8efefc2871738b2a018b8  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "37  6a38f9f262e1c6a84f66206ef8578fe5  5f8f986aea60860b75384fab08u.jpg   \n",
       "38  f1fd6c5c7f42fe50fead12fba1a626dd  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "39  10f97c2455afd910fa874f00626b9602  642e8e49de25b83c3c8d509707u.png   \n",
       "\n",
       "   comp.compStage  \n",
       "0             NaN  \n",
       "1             NaN  \n",
       "2             NaN  \n",
       "3             NaN  \n",
       "4           融资未公开  \n",
       "5           创业板上市  \n",
       "6              D轮  \n",
       "7             NaN  \n",
       "8             已上市  \n",
       "9           融资未公开  \n",
       "10            已上市  \n",
       "11           战略投资  \n",
       "12            NaN  \n",
       "13           美股上市  \n",
       "14          融资未公开  \n",
       "15            已上市  \n",
       "16            已上市  \n",
       "17            已上市  \n",
       "18            已上市  \n",
       "19            NaN  \n",
       "20            NaN  \n",
       "21            NaN  \n",
       "22             其他  \n",
       "23            已上市  \n",
       "24            NaN  \n",
       "25          融资未公开  \n",
       "26          融资未公开  \n",
       "27             A轮  \n",
       "28             A轮  \n",
       "29            已上市  \n",
       "30            NaN  \n",
       "31            NaN  \n",
       "32            已上市  \n",
       "33          融资未公开  \n",
       "34            已上市  \n",
       "35            已上市  \n",
       "36          创业板上市  \n",
       "37          科创板上市  \n",
       "38            NaN  \n",
       "39            NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f286e276",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2a2d8040",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 10,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 11,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 12,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 13,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 14,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 15,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 16,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 17,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 18,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 19,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 20,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(21):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0fc9d77b",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'jobCardList'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[11], line 8\u001b[0m\n\u001b[0;32m      6\u001b[0m     response_data \u001b[38;5;241m=\u001b[39m r\u001b[38;5;241m.\u001b[39mjson()\n\u001b[0;32m      7\u001b[0m     \u001b[38;5;66;03m# example: print the number of job postings returned\u001b[39;00m\n\u001b[1;32m----> 8\u001b[0m     df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mjson_normalize(\u001b[43mresponse_data\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mdata\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mdata\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mjobCardList\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m)\n\u001b[0;32m      9\u001b[0m     response_df\u001b[38;5;241m.\u001b[39mappend(df)\n\u001b[0;32m     10\u001b[0m response_df\n",
      "\u001b[1;31mKeyError\u001b[0m: 'jobCardList'"
     ]
    }
   ],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(i), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)\n",
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1344ef8b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(response_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "40271987",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
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       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
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       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>...</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.title</th>\n",
       "      <th></th>\n",
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       "      <th>高级产品经理（充电桩产品）</th>\n",
       "      <td>%7B%22jobId%22%3A%2257243619%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"57243619\",\"jobKind\":\"2\",\"imId\":\"1fe1...</td>\n",
       "      <td>[SaaS产品, 数据产品, 硬件产品, IT互联网, 智能硬件, 计算机软件, to B,...</td>\n",
       "      <td>57243619</td>\n",
       "      <td>18-24k</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>True</td>\n",
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       "      <td>中视信息</td>\n",
       "      <td>https://www.liepin.com/company/12274147/</td>\n",
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       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <td>%7B%22jobId%22%3A%2250965433%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"50965433\",\"jobKind\":\"2\",\"imId\":\"0ce6...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>50965433</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>False</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
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       "    <tr>\n",
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       "      <td>%7B%22jobId%22%3A%2255703639%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"55703639\",\"jobKind\":\"2\",\"imId\":\"e2b1...</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td>55703639</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>3-5年</td>\n",
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       "      <td>文远知行WeRide</td>\n",
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       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>侯先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>7da08eb2dc102f58400ecda04a611db0</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自动驾驶工具产品经理（PM）</th>\n",
       "      <td>%7B%22jobId%22%3A%2255703543%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"55703543\",\"jobKind\":\"2\",\"imId\":\"e2b1...</td>\n",
       "      <td>[平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...</td>\n",
       "      <td>55703543</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>False</td>\n",
       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>侯先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>7da08eb2dc102f58400ecda04a611db0</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理/Product Manager</th>\n",
       "      <td>%7B%22jobId%22%3A%2244053277%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"44053277\",\"jobKind\":\"1\",\"imId\":\"d874...</td>\n",
       "      <td>[商业产品, 定价/竞价产品, 策略产品, 制造业, 家电行业, 房地产行业, 产品规划, ...</td>\n",
       "      <td>44053277</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>某广州大型机械/设备公司</td>\n",
       "      <td></td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>False</td>\n",
       "      <td>d874c5f87567784901ab80e4a8b96567</td>\n",
       "      <td>2</td>\n",
       "      <td>谌女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>1ddf52f28236620a73d520f2e8bd293b</td>\n",
       "      <td>5cb81b959fae687d43164cca03u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>供需调度产品经理（正式员工，双休）</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"imId\":\"cb6d1c94d33212cd5d887c6...</td>\n",
       "      <td>[调度策略产品, 需求挖掘, 产品设计, 数据分析]</td>\n",
       "      <td>45308487</td>\n",
       "      <td>30-45k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>某知名互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>False</td>\n",
       "      <td>cb6d1c94d33212cd5d887c62117912b0</td>\n",
       "      <td>2</td>\n",
       "      <td>李女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>ff848b1290d7cdd540873f966d3505a0</td>\n",
       "      <td>61b17baba2e0b703a8cdb34603u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"f888fb213363e2118f669bb...</td>\n",
       "      <td>[产品设计, 用户研究, 竞品分析, 需求说明, 产品规划, 需求分析, 产品优化, 市场调研]</td>\n",
       "      <td>55167155</td>\n",
       "      <td>10-22k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>2</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>广州龙建达电子股份有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13382601/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>False</td>\n",
       "      <td>f888fb213363e2118f669bb17ec3d8eb</td>\n",
       "      <td>2</td>\n",
       "      <td>廖先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>bc77e822d4dda6fe9c3991a7cc6d732c</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>展业系统产品经理</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"imId\":\"72ecb361ba916478e37b0b2...</td>\n",
       "      <td>[社交产品, 社交网络, 电子商务, 团队管理, 用户研究, Axure, 产品设计, 产品...</td>\n",
       "      <td>45433653</td>\n",
       "      <td>13-19k·14薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>1</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>某大型健康产品公司</td>\n",
       "      <td></td>\n",
       "      <td>食品/饮料/日化</td>\n",
       "      <td>False</td>\n",
       "      <td>72ecb361ba916478e37b0b202b2adc1c</td>\n",
       "      <td>2</td>\n",
       "      <td>王先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>c7817361471cad298bd435007738d62a</td>\n",
       "      <td>61c01f4f3d6c762de8f2844302u.jpeg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（社交平台）</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"imId\":\"527ae970f9a359d959a7d64...</td>\n",
       "      <td>[axure, c端产品, 数据分析, 用户增长]</td>\n",
       "      <td>44900835</td>\n",
       "      <td>30-50k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>某平台集团公司</td>\n",
       "      <td></td>\n",
       "      <td>专业服务</td>\n",
       "      <td>False</td>\n",
       "      <td>527ae970f9a359d959a7d64ad9817c9f</td>\n",
       "      <td>2</td>\n",
       "      <td>李女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>82d451c0816470139df23948d045da10</td>\n",
       "      <td>5bed453f8e5058666cc6d02704a.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（CRM/营销） (MJ002828)</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"7f8fc42f171de56471de52c...</td>\n",
       "      <td>[CRM系统, 产品优化, 用户研究, 需求分析, 产品设计, 产品规划, 交互设计]</td>\n",
       "      <td>53478973</td>\n",
       "      <td>17-22k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>海大集团</td>\n",
       "      <td>https://www.liepin.com/company/854827/</td>\n",
       "      <td>农/林/牧/渔</td>\n",
       "      <td>False</td>\n",
       "      <td>7f8fc42f171de56471de52c3bc0b6279</td>\n",
       "      <td>2</td>\n",
       "      <td>周女士</td>\n",
       "      <td>人事行政总监</td>\n",
       "      <td>eb0b6a82f46a93e434930361b47dd771</td>\n",
       "      <td>6041ba5a587acf01b419342806u.png</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                      dataInfo  \\\n",
       "job.title                                                                        \n",
       "高级产品经理（充电桩产品）                %7B%22jobId%22%3A%2257243619%22%2C%22jobKind%2...   \n",
       "产品经理（化妆品原料）/Product Manager  %7B%22jobId%22%3A%2250965433%22%2C%22jobKind%2...   \n",
       "自动驾驶产品经理（PM）                 %7B%22jobId%22%3A%2255703639%22%2C%22jobKind%2...   \n",
       "自动驾驶工具产品经理（PM）               %7B%22jobId%22%3A%2255703543%22%2C%22jobKind%2...   \n",
       "产品经理/Product Manager         %7B%22jobId%22%3A%2244053277%22%2C%22jobKind%2...   \n",
       "...                                                                        ...   \n",
       "供需调度产品经理（正式员工，双休）            %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "产品经理                         %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "展业系统产品经理                     %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "产品经理（社交平台）                   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "产品经理（CRM/营销） (MJ002828)      %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "\n",
       "                                                                    dataParams  \\\n",
       "job.title                                                                        \n",
       "高级产品经理（充电桩产品）                {\"jobId\":\"57243619\",\"jobKind\":\"2\",\"imId\":\"1fe1...   \n",
       "产品经理（化妆品原料）/Product Manager  {\"jobId\":\"50965433\",\"jobKind\":\"2\",\"imId\":\"0ce6...   \n",
       "自动驾驶产品经理（PM）                 {\"jobId\":\"55703639\",\"jobKind\":\"2\",\"imId\":\"e2b1...   \n",
       "自动驾驶工具产品经理（PM）               {\"jobId\":\"55703543\",\"jobKind\":\"2\",\"imId\":\"e2b1...   \n",
       "产品经理/Product Manager         {\"jobId\":\"44053277\",\"jobKind\":\"1\",\"imId\":\"d874...   \n",
       "...                                                                        ...   \n",
       "供需调度产品经理（正式员工，双休）            {\"jobKind\":\"1\",\"imId\":\"cb6d1c94d33212cd5d887c6...   \n",
       "产品经理                         {\"jobKind\":\"2\",\"imId\":\"f888fb213363e2118f669bb...   \n",
       "展业系统产品经理                     {\"jobKind\":\"1\",\"imId\":\"72ecb361ba916478e37b0b2...   \n",
       "产品经理（社交平台）                   {\"jobKind\":\"1\",\"imId\":\"527ae970f9a359d959a7d64...   \n",
       "产品经理（CRM/营销） (MJ002828)      {\"jobKind\":\"2\",\"imId\":\"7f8fc42f171de56471de52c...   \n",
       "\n",
       "                                                                    job.labels  \\\n",
       "job.title                                                                        \n",
       "高级产品经理（充电桩产品）                [SaaS产品, 数据产品, 硬件产品, IT互联网, 智能硬件, 计算机软件, to B,...   \n",
       "产品经理（化妆品原料）/Product Manager  [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       "自动驾驶产品经理（PM）                 [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...   \n",
       "自动驾驶工具产品经理（PM）               [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...   \n",
       "产品经理/Product Manager         [商业产品, 定价/竞价产品, 策略产品, 制造业, 家电行业, 房地产行业, 产品规划, ...   \n",
       "...                                                                        ...   \n",
       "供需调度产品经理（正式员工，双休）                                   [调度策略产品, 需求挖掘, 产品设计, 数据分析]   \n",
       "产品经理                          [产品设计, 用户研究, 竞品分析, 需求说明, 产品规划, 需求分析, 产品优化, 市场调研]   \n",
       "展业系统产品经理                     [社交产品, 社交网络, 电子商务, 团队管理, 用户研究, Axure, 产品设计, 产品...   \n",
       "产品经理（社交平台）                                           [axure, c端产品, 数据分析, 用户增长]   \n",
       "产品经理（CRM/营销） (MJ002828)            [CRM系统, 产品优化, 用户研究, 需求分析, 产品设计, 产品规划, 交互设计]   \n",
       "\n",
       "                            job.jobId  job.salary  job.dq job.jobKind  \\\n",
       "job.title                                                               \n",
       "高级产品经理（充电桩产品）                57243619      18-24k      广州           2   \n",
       "产品经理（化妆品原料）/Product Manager  50965433        薪资面议  广州-天河区           2   \n",
       "自动驾驶产品经理（PM）                 55703639      25-35k  广州-海珠区           2   \n",
       "自动驾驶工具产品经理（PM）               55703543      25-35k  广州-海珠区           2   \n",
       "产品经理/Product Manager         44053277      20-30k      广州           1   \n",
       "...                               ...         ...     ...         ...   \n",
       "供需调度产品经理（正式员工，双休）            45308487  30-45k·13薪      广州           1   \n",
       "产品经理                         55167155      10-22k  广州-黄埔区           2   \n",
       "展业系统产品经理                     45433653  13-19k·14薪  广州-白云区           1   \n",
       "产品经理（社交平台）                   44900835  30-50k·15薪      广州           1   \n",
       "产品经理（CRM/营销） (MJ002828)      53478973  17-22k·13薪      广州           2   \n",
       "\n",
       "                            job.requireWorkYears job.requireEduLevel  \\\n",
       "job.title                                                              \n",
       "高级产品经理（充电桩产品）                               3-5年                统招本科   \n",
       "产品经理（化妆品原料）/Product Manager                 3-5年                  硕士   \n",
       "自动驾驶产品经理（PM）                                3-5年                统招本科   \n",
       "自动驾驶工具产品经理（PM）                              3-5年                统招本科   \n",
       "产品经理/Product Manager                       5-10年                统招本科   \n",
       "...                                          ...                 ...   \n",
       "供需调度产品经理（正式员工，双休）                           3-5年                统招本科   \n",
       "产品经理                                        3-5年                  本科   \n",
       "展业系统产品经理                                    3-5年                统招本科   \n",
       "产品经理（社交平台）                                 5-10年               本科及以上   \n",
       "产品经理（CRM/营销） (MJ002828)                    5-10年                  本科   \n",
       "\n",
       "                             job.advViewFlag  ...  comp.compName  \\\n",
       "job.title                                     ...                  \n",
       "高级产品经理（充电桩产品）                           True  ...           中视信息   \n",
       "产品经理（化妆品原料）/Product Manager            False  ...           仙婷集团   \n",
       "自动驾驶产品经理（PM）                           False  ...     文远知行WeRide   \n",
       "自动驾驶工具产品经理（PM）                         False  ...     文远知行WeRide   \n",
       "产品经理/Product Manager                   False  ...   某广州大型机械/设备公司   \n",
       "...                                      ...  ...            ...   \n",
       "供需调度产品经理（正式员工，双休）                      False  ...       某知名互联网公司   \n",
       "产品经理                                   False  ...  广州龙建达电子股份有限公司   \n",
       "展业系统产品经理                               False  ...      某大型健康产品公司   \n",
       "产品经理（社交平台）                             False  ...        某平台集团公司   \n",
       "产品经理（CRM/营销） (MJ002828)                False  ...           海大集团   \n",
       "\n",
       "                                                            comp.link  \\\n",
       "job.title                                                               \n",
       "高级产品经理（充电桩产品）                https://www.liepin.com/company/12274147/   \n",
       "产品经理（化妆品原料）/Product Manager   https://www.liepin.com/company/8112968/   \n",
       "自动驾驶产品经理（PM）                  https://www.liepin.com/company/9491766/   \n",
       "自动驾驶工具产品经理（PM）                https://www.liepin.com/company/9491766/   \n",
       "产品经理/Product Manager                                                    \n",
       "...                                                               ...   \n",
       "供需调度产品经理（正式员工，双休）                                                       \n",
       "产品经理                         https://www.liepin.com/company/13382601/   \n",
       "展业系统产品经理                                                                \n",
       "产品经理（社交平台）                                                              \n",
       "产品经理（CRM/营销） (MJ002828)        https://www.liepin.com/company/854827/   \n",
       "\n",
       "                            comp.compIndustry  recruiter.chatted  \\\n",
       "job.title                                                          \n",
       "高级产品经理（充电桩产品）                           计算机软件              False   \n",
       "产品经理（化妆品原料）/Product Manager            贸易/进出口              False   \n",
       "自动驾驶产品经理（PM）                             人工智能              False   \n",
       "自动驾驶工具产品经理（PM）                           人工智能              False   \n",
       "产品经理/Product Manager                    机械/设备              False   \n",
       "...                                       ...                ...   \n",
       "供需调度产品经理（正式员工，双休）                      互联网/电商              False   \n",
       "产品经理                              电子/半导体/集成电路              False   \n",
       "展业系统产品经理                             食品/饮料/日化              False   \n",
       "产品经理（社交平台）                               专业服务              False   \n",
       "产品经理（CRM/营销） (MJ002828)               农/林/牧/渔              False   \n",
       "\n",
       "                                               recruiter.imId  \\\n",
       "job.title                                                       \n",
       "高级产品经理（充电桩产品）                1fe1f195fb9b578b4036597854bcf58c   \n",
       "产品经理（化妆品原料）/Product Manager  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       "自动驾驶产品经理（PM）                 e2b135092ee70a2ae950a599d250d4ad   \n",
       "自动驾驶工具产品经理（PM）               e2b135092ee70a2ae950a599d250d4ad   \n",
       "产品经理/Product Manager         d874c5f87567784901ab80e4a8b96567   \n",
       "...                                                       ...   \n",
       "供需调度产品经理（正式员工，双休）            cb6d1c94d33212cd5d887c62117912b0   \n",
       "产品经理                         f888fb213363e2118f669bb17ec3d8eb   \n",
       "展业系统产品经理                     72ecb361ba916478e37b0b202b2adc1c   \n",
       "产品经理（社交平台）                   527ae970f9a359d959a7d64ad9817c9f   \n",
       "产品经理（CRM/营销） (MJ002828)      7f8fc42f171de56471de52c3bc0b6279   \n",
       "\n",
       "                            recruiter.imUserType recruiter.recruiterName  \\\n",
       "job.title                                                                  \n",
       "高级产品经理（充电桩产品）                                  2                     王女士   \n",
       "产品经理（化妆品原料）/Product Manager                    2                     吴女士   \n",
       "自动驾驶产品经理（PM）                                   2                     侯先生   \n",
       "自动驾驶工具产品经理（PM）                                 2                     侯先生   \n",
       "产品经理/Product Manager                           2                     谌女士   \n",
       "...                                          ...                     ...   \n",
       "供需调度产品经理（正式员工，双休）                              2                     李女士   \n",
       "产品经理                                           2                     廖先生   \n",
       "展业系统产品经理                                       2                     王先生   \n",
       "产品经理（社交平台）                                     2                     李女士   \n",
       "产品经理（CRM/营销） (MJ002828)                        2                     周女士   \n",
       "\n",
       "                             recruiter.recruiterTitle  \\\n",
       "job.title                                               \n",
       "高级产品经理（充电桩产品）                                           \n",
       "产品经理（化妆品原料）/Product Manager             HR Specialist   \n",
       "自动驾驶产品经理（PM）                                     HRBP   \n",
       "自动驾驶工具产品经理（PM）                                   HRBP   \n",
       "产品经理/Product Manager                             猎头顾问   \n",
       "...                                               ...   \n",
       "供需调度产品经理（正式员工，双休）                                猎头顾问   \n",
       "产品经理                                             招聘经理   \n",
       "展业系统产品经理                                         猎头顾问   \n",
       "产品经理（社交平台）                                       猎头顾问   \n",
       "产品经理（CRM/营销） (MJ002828)                        人事行政总监   \n",
       "\n",
       "                                        recruiter.recruiterId  \\\n",
       "job.title                                                       \n",
       "高级产品经理（充电桩产品）                3008edc8b1b12656a3c5bc684e468568   \n",
       "产品经理（化妆品原料）/Product Manager  14799e1bef289c70aa9b550257de7ea8   \n",
       "自动驾驶产品经理（PM）                 7da08eb2dc102f58400ecda04a611db0   \n",
       "自动驾驶工具产品经理（PM）               7da08eb2dc102f58400ecda04a611db0   \n",
       "产品经理/Product Manager         1ddf52f28236620a73d520f2e8bd293b   \n",
       "...                                                       ...   \n",
       "供需调度产品经理（正式员工，双休）            ff848b1290d7cdd540873f966d3505a0   \n",
       "产品经理                         bc77e822d4dda6fe9c3991a7cc6d732c   \n",
       "展业系统产品经理                     c7817361471cad298bd435007738d62a   \n",
       "产品经理（社交平台）                   82d451c0816470139df23948d045da10   \n",
       "产品经理（CRM/营销） (MJ002828)      eb0b6a82f46a93e434930361b47dd771   \n",
       "\n",
       "                                     recruiter.recruiterPhoto  \n",
       "job.title                                                      \n",
       "高级产品经理（充电桩产品）                 5f8f9865ea60860b75384fa508u.jpg  \n",
       "产品经理（化妆品原料）/Product Manager   5f8f98648dbe6273dcf8515508u.jpg  \n",
       "自动驾驶产品经理（PM）                  5f8f986bdfb13a7dee342f2108u.jpg  \n",
       "自动驾驶工具产品经理（PM）                5f8f986bdfb13a7dee342f2108u.jpg  \n",
       "产品经理/Product Manager          5cb81b959fae687d43164cca03u.jpg  \n",
       "...                                                       ...  \n",
       "供需调度产品经理（正式员工，双休）             61b17baba2e0b703a8cdb34603u.jpg  \n",
       "产品经理                          5f8f986bdfb13a7dee342f2108u.jpg  \n",
       "展业系统产品经理                     61c01f4f3d6c762de8f2844302u.jpeg  \n",
       "产品经理（社交平台）                    5bed453f8e5058666cc6d02704a.jpg  \n",
       "产品经理（CRM/营销） (MJ002828)       6041ba5a587acf01b419342806u.png  \n",
       "\n",
       "[400 rows x 30 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理 = pd.concat(response_df).set_index('job.title')\n",
    "df_产品经理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "438a4b5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataInfo', 'dataParams', 'job.labels', 'job.jobId', 'job.salary',\n",
       "       'job.dq', 'job.jobKind', 'job.requireWorkYears', 'job.requireEduLevel',\n",
       "       'job.advViewFlag', 'job.refreshTime', 'job.pcOuterLink',\n",
       "       'job.h5OuterLink', 'job.topJob', 'job.link', 'job.dataPromId',\n",
       "       'comp.compScale', 'comp.compId', 'comp.compStage', 'comp.compLogo',\n",
       "       'comp.compName', 'comp.link', 'comp.compIndustry', 'recruiter.chatted',\n",
       "       'recruiter.imId', 'recruiter.imUserType', 'recruiter.recruiterName',\n",
       "       'recruiter.recruiterTitle', 'recruiter.recruiterId',\n",
       "       'recruiter.recruiterPhoto'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79c820c3",
   "metadata": {},
   "source": [
    "## 数据分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd01c9d3",
   "metadata": {},
   "source": [
    "### 产品title分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c6aaeae9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>高级产品经理（充电桩产品）</td>\n",
       "      <td>[SaaS产品, 数据产品, 硬件产品, IT互联网, 智能硬件, 计算机软件, to B,...</td>\n",
       "      <td>18-24k</td>\n",
       "      <td>广州</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>中视信息</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>自动驾驶产品经理（PM）</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>自动驾驶工具产品经理（PM）</td>\n",
       "      <td>[平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>产品经理/Product Manager</td>\n",
       "      <td>[商业产品, 定价/竞价产品, 策略产品, 制造业, 家电行业, 房地产行业, 产品规划, ...</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>某广州大型机械/设备公司</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>供需调度产品经理（正式员工，双休）</td>\n",
       "      <td>[调度策略产品, 需求挖掘, 产品设计, 数据分析]</td>\n",
       "      <td>30-45k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>某知名互联网公司</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[产品设计, 用户研究, 竞品分析, 需求说明, 产品规划, 需求分析, 产品优化, 市场调研]</td>\n",
       "      <td>10-22k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>广州龙建达电子股份有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>展业系统产品经理</td>\n",
       "      <td>[社交产品, 社交网络, 电子商务, 团队管理, 用户研究, Axure, 产品设计, 产品...</td>\n",
       "      <td>13-19k·14薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>食品/饮料/日化</td>\n",
       "      <td>某大型健康产品公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>产品经理（社交平台）</td>\n",
       "      <td>[axure, c端产品, 数据分析, 用户增长]</td>\n",
       "      <td>30-50k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>专业服务</td>\n",
       "      <td>某平台集团公司</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>产品经理（CRM/营销） (MJ002828)</td>\n",
       "      <td>[CRM系统, 产品优化, 用户研究, 需求分析, 产品设计, 产品规划, 交互设计]</td>\n",
       "      <td>17-22k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>农/林/牧/渔</td>\n",
       "      <td>海大集团</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       job.title  \\\n",
       "0                  高级产品经理（充电桩产品）   \n",
       "1    产品经理（化妆品原料）/Product Manager   \n",
       "2                   自动驾驶产品经理（PM）   \n",
       "3                 自动驾驶工具产品经理（PM）   \n",
       "4           产品经理/Product Manager   \n",
       "..                           ...   \n",
       "395            供需调度产品经理（正式员工，双休）   \n",
       "396                         产品经理   \n",
       "397                     展业系统产品经理   \n",
       "398                   产品经理（社交平台）   \n",
       "399      产品经理（CRM/营销） (MJ002828)   \n",
       "\n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       "0    [SaaS产品, 数据产品, 硬件产品, IT互联网, 智能硬件, 计算机软件, to B,...      18-24k      广州   \n",
       "1    [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...        薪资面议  广州-天河区   \n",
       "2    [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...      25-35k  广州-海珠区   \n",
       "3    [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...      25-35k  广州-海珠区   \n",
       "4    [商业产品, 定价/竞价产品, 策略产品, 制造业, 家电行业, 房地产行业, 产品规划, ...      20-30k      广州   \n",
       "..                                                 ...         ...     ...   \n",
       "395                         [调度策略产品, 需求挖掘, 产品设计, 数据分析]  30-45k·13薪      广州   \n",
       "396   [产品设计, 用户研究, 竞品分析, 需求说明, 产品规划, 需求分析, 产品优化, 市场调研]      10-22k  广州-黄埔区   \n",
       "397  [社交产品, 社交网络, 电子商务, 团队管理, 用户研究, Axure, 产品设计, 产品...  13-19k·14薪  广州-白云区   \n",
       "398                          [axure, c端产品, 数据分析, 用户增长]  30-50k·15薪      广州   \n",
       "399        [CRM系统, 产品优化, 用户研究, 需求分析, 产品设计, 产品规划, 交互设计]  17-22k·13薪      广州   \n",
       "\n",
       "    job.requireEduLevel job.requireWorkYears comp.compIndustry  comp.compName  \\\n",
       "0                  统招本科                 3-5年             计算机软件           中视信息   \n",
       "1                    硕士                 3-5年            贸易/进出口           仙婷集团   \n",
       "2                  统招本科                 3-5年              人工智能     文远知行WeRide   \n",
       "3                  统招本科                 3-5年              人工智能     文远知行WeRide   \n",
       "4                  统招本科                5-10年             机械/设备   某广州大型机械/设备公司   \n",
       "..                  ...                  ...               ...            ...   \n",
       "395                统招本科                 3-5年            互联网/电商       某知名互联网公司   \n",
       "396                  本科                 3-5年       电子/半导体/集成电路  广州龙建达电子股份有限公司   \n",
       "397                统招本科                 3-5年          食品/饮料/日化      某大型健康产品公司   \n",
       "398               本科及以上                5-10年              专业服务        某平台集团公司   \n",
       "399                  本科                5-10年           农/林/牧/渔           海大集团   \n",
       "\n",
       "    comp.compScale  \n",
       "0         100-499人  \n",
       "1           50-99人  \n",
       "2         100-499人  \n",
       "3         100-499人  \n",
       "4         500-999人  \n",
       "..             ...  \n",
       "395       100-499人  \n",
       "396         50-99人  \n",
       "397     2000-5000人  \n",
       "398          1-49人  \n",
       "399       10000人以上  \n",
       "\n",
       "[400 rows x 9 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析 = df_产品经理[['job.labels','job.salary','job.dq','job.requireEduLevel','job.requireWorkYears','comp.compIndustry','comp.compName','comp.compScale']].reset_index()\n",
    "df_产品经理_分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "17b4f8ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                       104\n",
       "高级产品经理                      13\n",
       "软件产品经理                       5\n",
       "医药产品经理                       4\n",
       "电商产品经理                       4\n",
       "                          ... \n",
       "智能硬件产品经理                     1\n",
       "APP产品经理                      1\n",
       "心血管产品线总经理                    1\n",
       "软件开发产品经理(智慧停车方向)             1\n",
       "产品经理（CRM/营销） (MJ002828)      1\n",
       "Name: job.title, Length: 253, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title = df_产品经理_分析['job.title'].value_counts()\n",
    "df_产品经理_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "79d6645f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理        104\n",
       "高级产品经理       13\n",
       "软件产品经理        5\n",
       "医药产品经理        4\n",
       "电商产品经理        4\n",
       "硬件产品经理        3\n",
       "AI产品经理        3\n",
       "AI应用产品经理      3\n",
       "海外产品经理        3\n",
       "数据产品经理        3\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title = df_产品经理_title[df_产品经理_title>2]\n",
    "df_产品经理_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b5fdbd30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理        104\n",
       "高级产品经理       13\n",
       "软件产品经理        5\n",
       "医药产品经理        4\n",
       "电商产品经理        4\n",
       "硬件产品经理        3\n",
       "AI产品经理        3\n",
       "AI应用产品经理      3\n",
       "海外产品经理        3\n",
       "数据产品经理        3\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "71698508",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['产品经理',\n",
       " '高级产品经理',\n",
       " '软件产品经理',\n",
       " '医药产品经理',\n",
       " '电商产品经理',\n",
       " '硬件产品经理',\n",
       " 'AI产品经理',\n",
       " 'AI应用产品经理',\n",
       " '海外产品经理',\n",
       " '数据产品经理']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4fe49945",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b70eb735",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6b6425dc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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